2 papers
math.DS2026
High-dimensional dynamics in low-dimensional networks
Yue Wan, Robert Rosenbaum
Many networks in nature and applications have an approximate low-rank structure in the sense that their connectivity structure is dominated by a few dimensions. It is natural to ex…
q-bio.NC2025
Oja's plasticity rule overcomes several challenges of training neural networks under biological constraints
Navid Shervani-Tabar, Marzieh Alireza Mirhoseini, Robert Rosenbaum
Deep neural networks have achieved impressive performance through carefully engineered training strategies. Nonetheless, such methods lack parallels in biological neural circuits,…